{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-2.11.1.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns \n",
    "import plotly as py\n",
    "import plotly.graph_objs as go\n",
    "from sklearn.cluster import KMeans\n",
    "import warnings\n",
    "import os\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "py.offline.init_notebook_mode(connected = True)\n",
    "#print(os.listdir(\"../input\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_id</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>location id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>30.235909</td>\n",
       "      <td>-97.795140</td>\n",
       "      <td>22847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>30.269103</td>\n",
       "      <td>-97.749395</td>\n",
       "      <td>420315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>48.863379</td>\n",
       "      <td>2.333329</td>\n",
       "      <td>1500177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>48.863379</td>\n",
       "      <td>2.333329</td>\n",
       "      <td>1500177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>34.043023</td>\n",
       "      <td>-118.267157</td>\n",
       "      <td>14637</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user_id   latitude   longitude  location id\n",
       "0        0  30.235909  -97.795140        22847\n",
       "1        0  30.269103  -97.749395       420315\n",
       "2        1  48.863379    2.333329      1500177\n",
       "3        1  48.863379    2.333329      1500177\n",
       "4        2  34.043023 -118.267157        14637"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_table('../GIS_LSH_VE_CF/data/data.csv',sep=\",\",names=['user_id','latitude','longitude','location id'],encoding='latin-1',engine='python')\n",
    "plt.style.use('fivethirtyeight')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看用户和经纬度分布\n",
    "plt.figure(1 , figsize = (15 , 6))\n",
    "n = 0 \n",
    "for x in ['user_id' , 'latitude' , 'longitude']:\n",
    "    n += 1\n",
    "    plt.subplot(1 , 3 , n)\n",
    "    plt.subplots_adjust(hspace =0.5 , wspace = 0.5)\n",
    "    sns.distplot(df[x] , bins = 20)\n",
    "    plt.title('Distplot of {}'.format(x))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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24rhjJKpwQmvErs9DXYPjjnYWEBm4qw0cKO1fdyx6mZ3WAvsvVWNffsPfVM9wtZPAFYZlBnIX6mJ72DOLLJj4SyJfyYP81atX45FHHsFbb71lcUuoLl26YNWqVXZd69KlS5g8eTKKiooQExOD22+/Hf/617+QlJQEAHj22WdRVVWFF154wbhmdMeOHcappET+whOBfSR0yJuQ5PbrUuCzJ7FTQUEBoqOjjTkEAH0+gZiYGBQUeCcZkr9nBbY17dyUFvDYsoSGCQxdaZaHCEB1fUeCVgco5ILZWnrVhNYW67q+8QrklGghCCLkgv5zFC4HqrT6LPl1IjzWiVPIDlByI3e1gdn+BaI3XNsuL6fEvUsWfZGlHC2elHWs1K//frqTvyTylTzIP3v2LKZNm2b1eaVSiZKSEruu1dSUJkEQMHfuXMydO9ehMhL5Ck+O2gd6FlJ/NGjQIIdfIwgCdu7c6YHSSMPXPpdSlueNZKBPfhg0NkfiddDpZKiDaBzdEXEt87ReOOwNzhver7o2HAoBEN0y5mZaav2yDwCQiYC6VkRubi5+vMvy+b3368sBARBF/QIAWf11IAI6rQ7FV4uRm+s/2bR97bNuj2BPbOUqd7WB2f7V13WltaLH1qhbE9Zw6pQXZB0r9froumGNfovQwJgFZ6k9be8sVn9J5Ct5kK9UKlFYWGj1+ZMnTyI+ngkfKLhxf/vgpNPpzEa+ASAvLw9nz55FixYt0KZNGwD66fKlpaVo27YtWrf2/kijoY62ldgpLi4ORUVFEEXReE+iKOLq1as2kz/5UhDhC9l6ryZbTnZnoJqQZJ5d31KDbP95NJ7U31hzeeOff1T2JX0Cw/r30DCCbiopAmZJ9yyRwbAzxLXXGj4XWuiXU9j6WRvKIYcIQZChRnttr/sQGVAtClh7MRTXx1zvF41RX/hskfcFQhv456JaVNSJCJXr96UPlQn6f/L6/5scD5Gh0d80fyYD8HwXz66Jt+SNHOnyAPjq1HRHWGtTK9fn2RXo+0siX8mD/Pvvvx8bN27E5MmTGz33v//9Dx988AHGjh0rQcmIpKXViYje6I4t8K7hFnj+5csvvzR7fOjQIYwePRrLly/HqFGjIJfrAzWtVovNmzdj3rx5WLlypdfLaZrY6bbbbgNwLbGTYUu/nj17Qq1WIzs727guPzs7GxUVFT6X/MnXGbans6apZQk/3lWDHvsjbF6jYV1h6Dgoq9WP4ddBRLP6te8KAXihwVZSWcdKbY6ohcnrpzkK1xJkiaLYaC29NdM7RRr3tlfIrgX4ivrp+746fZLIVCC0gV/MLsX+K7V2n2/sCJAbAn8BoTIgVO5bAZItcsFzS4LsUSPhagSFIAR83dow90oIzJdqGf/+QIQcjXPA+ArJg/yXXnoJe/fuRZ8+fXD//fdDEARs2rQJGzduxJdffolWrVohIyND6mISeQ0T6ZE1f/vb3/D444+b7U8PAHK5HP/3f/+HU6dO4cUXX8S3337r9u+tVqtx5swZAPoZBhcvXkROTg5atmyJxMTEJhM7dejQAf3798fMmTPx5ptvAgBmzpyJBx54gCOYEnCkTjBNMhQmA2rrk9xV62Bx6mbDtaIyALL6jgAA9cG5CJ1O3zgyqNEB19k5FdTw/PKcMlTq9MGBHECITDAb1S+tFY1Zj4Mh6SL5l0BoA9c13C7DjvPrdCIqNIB7Uu1Z45lOA5kAdGoZgjA58P2lWhzKv4pQmb7uCTOdzdBgZkOI/NpsBsPzhs4N044Ow//DrBwPkUnfGeKLU9PdxVJy1br646aBvrw+aWwd9NswzkrzvQSskgf58fHx+O6777Bw4ULs3LkToihi27ZtaN68OYYPH44FCxbg+uuvl7qYRB7H4J6acvz4cYwYMcLq80lJSVi7dq1HvvfRo0fNcgRkZmYiMzMTjz32GFatWmVXYqc1a9YgIyMDjz76KAAgPT0dixcv9kh5yX0aJhkKk+u3IoxQCDg3ppXZuZbWihrWya88XmE8/40ctbEhZVhLL+Lamtr9l6qbXFI0O60FhkYWIDk5GW026afvmwb4xjIdVUMHyxn8fa1RRsElENrAakejfD+nE4GcYu9k7vc1AgCtKEIrAs3kQHZBzbXZGHLUd0Q0+L8MkPtAx4S9rL2zddD/fXv9mLrRjgpS7rBgi6BSqXyqaFevXoVOp0NMTIzH9nv2Z4Gybi9Q7gNw7V5EUUTLDe6dkg84F9wH0nsSqLp164aEhATs2rULCoV5H61Go8HAgQORn5+Po0ePSlTCwBYovyOO3kf0hjyECOZraUVRRJ0IFI03r2vabLqEUistHrlw7XxDUK4QhEZr+g3syR1iuBfDbIOGe2ObLgcIN5kObK2TQiqB8tki1/hjG7jPp/k4qeIWa2SdXDBfotFoZoNcaHqWg8lrDOcbZjY07FQIkQsounIJNyW2Nh6/9n2A23d4JiGrrw2sST6S31BMTIzURSDyOI7akzOeffZZzJw5E/3798e4ceNw8803AwB+//13bNy4Eb/88gtef/11iUtJgcaRJEO2pnCanm8pO3FDjmSPNozIm+YBUAj6hp/GQidCIE83Jf/lj23ghh1rRA1pRX2C1iot4NklGqaaASeKHHpFiMzx5SemnjtQgpD6DogwCx0PDTsbDEs8Gi73aB4iQ9vrXA/RvR7kZ2VlOfwaQRB8fk0SkT06bsnDpWr3XpPBffAYP348ZDIZXn31VTz//PNmWepjYmKwbNkyjBs3TuJSUqBxJMlQVIhgdSTf9HxLHQeump3WAiuPV5hl/7fGFzMhU+ALxDZwWnQIosNkqNGJqNMBtVoRtToRGh1Qq9MvoanTATVa/TRvIl/l6sqTDb9Z2fbGQbe2VGD/I67vquH1IH/RokWNjpk2VBseN2y35MsVHJEtvjQln/zf2LFjMXr0aBw9ehQXLlwAACQmJqJbt26NpvATuYNhlNyexHWmWe9N9Y1XmJ1v2nHgTpY6JAxr/jWib2dCpsAXiG3g9++2P2eATrwW8NcZOgV0ImpNOgLu2WV9S0HHiPBU8j0iT3JXDgOvtwhLSkrMHl+6dAkjRozArbfeiieffBK33HILAOD06dNYvXo1jh8/jo8//tjbxSRyWed/5OFClfuvy+CeFAoFevTogR49ekhdFALM96UP0MztTW3LZ3oe0HSHgOl51kb++8Zbb6IkfpCHci0AhAP784xb/ln7/vaUicjTgr0NLBP005jDbGyXp5rQ2iNLGp31+2MJqDXpmKjRApr6GQq19TsFGGYr1On0x2oN5+qAOq2on+WgNTzf+HWG2Q+Gjg6NDvUzI0TUmr5Oi/rzRFRLuI0eeVaIm9JxSJ54b/To0QgLC8P69estPj9+/HjU1dVh06ZNXi6ZbwqU5DyBch9A43vx1/X2gfSeBKoDBw7Ydd6dd97p4ZIEJ0u/I6bby5mOEjfcN96X+OLvesNt92wl3bsW4AOmo3WGQN8f+eJ7Qp7HNrBlXbbm4bzLM59dH8m3J/mnN1jqSDbNP9JQ9pA4nD57Dgmtk8yWUdRZ6GCoaXC81qTz4rM/KnGlqukwMVWpuNZ5Ud+pcW25hjt/EsGhT3wovn4w1uXrSD63c9++fViwYIHV5/v27WvzeSJfEbM+D+7OL8tRezI1cOBAswzn1hQXF3uhNAQ03l5OAUADESuPV/hskO+LHGlIl1tpNFo7TuSr2Aa2LGdkazcF+s5LinCsXvIU047khluAWtNeGQIhUkRybKhL3/vdExV2nXepUmt1dpRYv+WecdaCSUeC6bINw/MP//Oq1e/Tr1UoDuTXolYLhMqArjEh6BYdauxgMF32UaquQEizCOPMhxotcLlSi+JqHXTQd/+EyfV/u9U+lj0yxF+n6zcUFhaG7OxsTJo0yeLzR44cQVhYmJdLRWQfrU5Ej/1hwH73jt4zuCdLdu3a1eiYVqvF+fPnsXHjRuh0OsyfP1+CkgUvS1nimbm9MXctaUj8wHem8RK5im1g63JG6ttBUk3dN3x/qVnrSLaWzqRFqPfzEJh2PDSs1wVBgEIAFG4IXH+4XAtBAMJk+llzPxXW4b7WYZidpmx0bm5uMZKTk4yPDZ0lchkQCv3rNTpgZprtWRH/GRp3bRmF2HhpRa1Wv52scZmFVtQv52gwM8J0CYemfvmF6dIP0yUd7Vu4JzyXPMgfPnw4Vq9ejeuuuw5PPPGEcUuoM2fO4P3338f27dsxdepUiUtJZO7l/6iw7BdDD6fcLddkYE9Nueuuu6w+N2bMGKSnp2P//v24++67vViq4ObI9nLBytZIlKOBflOj9W02XeK6e/IbbAM3zdfW6HubtY5kDfT7zzdcKubthKLh9fkVLM1gM19aZd+SKgHWN9mzZ9acsUO5NhxR2ZeMfwdszbprLrf+t+WTPyr99u+I5EH+yy+/jKKiIqxZswZr1641yzIqiiKGDRuGl19+WeJSEunlltZh6g8l+OlqnduuyeCe3EEmk2Ho0KFYtmwZXnzxRamLEzQc2V4ukDgyMu/skgZnGvaVGtFmR4Ija/99UTAkeQwmbAPbx552UsPf7UBhrSP5ulD9778n64O+8QqrP9NmMpgtH6zTAaW1os16u1yrD/xtBfrXhQoorxVhupudYYeUhkNqDWfNmXYoKxr8HbDWWVJWK9rc48XZDmlfIHmQHxoaivfeew/PPPMM/vWvf5ltCdW/f3907txZ4hJSsBNFEXsu1eCFwyqcKXPfok8G9+RuJSUlKC0tlboYQcWR7eUChaMj884saXB25M5WR4KlIGBfvgZdtuahVCPY9f5JGWS7c0YE+Qa2gZ1j6fcwpyQwk3LY6ki2d9cTZ+16MN5ix2hOidas46FKa//ytKZmYxnuV95ghoKi/v+2Zs2ZdiiLEKEQBOPfAWudJU2VXBDgtzl2JA/yDW699VbceuutUheDyGjhf1V4Pce+pCP2YmBPrjA0ABsqLS3FwYMH8c4776BPnz5eLhV5uqHlaxwdmffWkoaGuw7J0fTIEgCcrwRCZLZnAADmQbYo6q+deVSNN3LUeL6L53dTYJLHwOWPbWBnpmK7g7XOLo14bcTXGkMZs46V2lyH7Uuk7ki2NNPJUKfWNRkiO87WNqhNzZqz1aGckRZlfH2drQ9JA/6cY8dngnwiX3FBrUHXbfk2/1A4isE9uUOXLl2sZtcXRRE9evTAsmXLvFyqwNWwERuJMORxlzOHR+bdvaTB0vrJUAEQG5Sp2oFK3J7A2RBka3XmgUSN1nxKp6eWBDDJI/mKhnUjoP+dVK7P83h7x9FEdAamAX5T2el9jS91JHsjP4Kt+7XV2WGrQ9lwnqOdO/6cY0fyIL9ly5bcEookJ4oiYjZcgjsnezGwJ3dbvnx5o/pSEAQolUq0bdsWKSkpEpUs8FhqxFZA1uR6wmDg6Mi8u0eiTH/+hv3lDQ13044EZ1la57nyeAVKa61HERoReCNHjf2Xqi0uCRj0Vb7Lgb7pz71Ga75mNetYqc1lCQYCrq3ltfTz55p/7/LXNrCtKdeeDvStdXbVwfoovuksA0MngT2D0Px9cL/mLuSqbqqzw7RDWSYCWohmHcqz01o4HOT7c44dyYP8jIyMRhWcYUuor776Cu3atcMDDzwgUeko0NVoRbT6wNXgXoS+6aQ3t5vnp21ScBozZozURfAb1gIdexuf3IvdOmdG5j09EmWpI8FWUG6LaYeF6dTgptRoYTW4Nqz9N93329oIf8PzmssBmfza/TScIiuDfiaBPY1XEUB5reUlCVzz732B2gbusjXPY1vQWetktJehk8BW+uS53aIaTek3LM/JPKr22tKEQGPr5+auGVAyALX1vT1hMuD5rs63yVvY6BD1B5IH+XPnzrX63JUrV9C/f3+0a9fOiyWiYFBQpUX/XQU4X+G+SfkcuSdP69q1KzIzM/Hggw9afH737t2YPXs2fv75Zy+XzLfYGsn0xnTSQOeNNaLWts2y9d417EhwZFqpRrTcYWE6NVgL0aVlXKaBO6AP/K+VMRzYb7m85VoAWhHNZI2XIMgAyAT9TAJ76QDo6mcemP68uObf+wK1Ddzws+5O1joZbTF0zmYdK4VWBGzliQuT6+uSuA2uZYkPdiEACu38W2stKer16/MgCLDrb4xpJ2UzAdDo9EurHBFobQPJg3xbEhISMHHiRCxZsgTDhg2TujgUAH4uqsVT+0vwS7Hr26wYehkN00WJPO38+fOoqLCeDLKiosJqcr5gEojbKPkab6wRdbXBZWv7J1Nzu0VZ7bAwnRocJhccyiLtbpZyDBgCdmfUaM2n+XPNv29hG9gya52MTc1kaWotvqJ+2zVDUramJgJxVldjztbZ1uppHfQBe1OzisxmXYj6jp9Qmf5rMHdS+nSQDwARERE4d+6c1MUgP6bRiZjyQzE+/aPabXlAOSWfpGJr/ebp06fRvHlzL5YmcFlK7mY4Tv7B2vZPlqaAWqvPLU0NDiSvH7s2mu+tXRDIfmwDW2apk/GNHDVqbATeK49X2JzxEiIToBFFft6bYG2WlVwA2my65PZZXYIg2JxVZKnzRodrnaKltaJZZ6Yzs8T8lU//3Tpx4gRWr16NW265ReqikB8a8MUVHC50b1drIFYC5Ns2b96MLVu2GB8vXboUGzdubHSeSqXCiRMnMGDAAG8Wzylr1qzB22+/jfz8fKSkpCAzMxN33HGH1MUyc2FsawvZ9XW4MDZJukK5QdaxUizPaYbKA3lBkUjK1WR3DacGB5pa8dpovrt3QSDX+HIb2FqgZJAU4cXC1Hu+S5TN0fymcnRoRPMkbWFy2Ow0CGaGtrDpFHk5PJvHw9qsInsSKTYsU8O2fNaxUrTZdMnp5Wee2lHFVZIH+da2hCotLUVZWRkiIiKwadMmCUpG/uo3VR3u/KwA7pphyMCepFRVVYWioiLjY7VaDZms4Y7gQGRkJCZOnIjZs2d7s3gO27FjB+bMmYPXX38dvXv3xpo1azB8+HAcPnwYiYmJbvke9k7TbkrD9Za5ubkuX1NKxhEPUUCIjInV7GH4ubx+TI1qk78pTe3H7U8Mo2NS78cdjPy5DWxoGzVMFJkUAY8l3bNldloLLDqqthjr2ZNMP0Jh/nl/vksUso6qbWbsD3buyuNh62+26RKpUAuTLAzLjEQbuUk0ovVp+64mHLWWT8AdO6q4SvIg/84777S5JdSjjz6Kli1bSlQ68hc6UcS3eTV494Qa3+bVuHw9AcAcTsknHzBp0iRMmjQJgL5BuGjRIquJ9/zBihUrMHr0aIwbNw4AsGTJEnz77bdYt24d5s+f75bvYWmatkEwd9oZGmRyoekpkGR767xACfAbjo750n7cwSAQ2sBSBPTWXBdav+REECCKIgRBPwW/Tme9Y04GoHmogHNjWpkdN+30algHMLu+nrvyeNj6m21KI5rnEQGuLTMKkQnQ2MiZYq1MrnZU2NpRRWqSB/mrVq2Sugjkx9R1Okz8rhjfXHQ9sGelTb4uJydH6iK4pLa2FseOHcPTTz9tdrxfv344cuSIW7+X1D3ovoiJ1exjT2MzECgEQBD0I5gkDbaB3cvaPumAPhGbpeSVMsH6khRDp5ehw890hgu5N4+H4W92m02XUKkRjQkQTclljUfkTd9zW7SifseVhjNNAvnvouRB/owZMzBhwgTcfvvtFp//73//i3Xr1mHFihVeLhn5srlHSrD210rjXpiu8pX1M0SBrKioCFqtFrGxsWbHY2NjUVBQYPE1vjZF3tfK44gIWTNUaQUoZIAo6itPjQ6IkIt+fV/2ln3NOQU2X1KgUisgQi6ifYQOv1XKjI9Ht9LgPyoZ/lsu1TxczzUqFYI+C7/hT2aYoG/06kRgVHyt0+8/d5ZxDdvA7mW25KT2WkC+8ngFKjUiwuUCarTmW2G+kGZ71qar07kDUcNZTlqIxmz2rubxMATddRaesxR825pxYcn5Sv0SE0OgH8gJRyUP8jdv3ox77rnHagV37tw5bNmyhRUcQRRFHMyvxdg9RSiqcb0xxMCefF3Lli0hk8lw+fJlhIaGomXLljaz6wP6qZ6ma/j9nS8FEf6+XeZTFfrGqkYnQiEToAUAAXiqS3MkJ7snH4K32fueZB0rxdqL9Q11GVCuFfDfchlkqB/hEwWsvRjq0H7z7iVCv1DM/cLl165rWN+qARAVyjX3UmMb2P0Mo+8N6wbDaK9pMNpUgA+4b915oDDbj75+doQOQI1Ov1zC1TrFEHRbYi34NrzntpJBmjLNIeFqwlFr+QT6xkseYksf5DeluLgYYWFhUheDJFSjFbHjjyos+E8p8qtcH7oPFYC/2FGxE0ktIyNDv3ZaoTB77K+io6Mhl8tRWFhodrywsBBxcXESlSp4GOq85TllqNQJAZtYzdLU2oYNdcOouQ7m+Qk8OJjuUQ3XG4cKQK84BQ4VaKARrzVeFYJ9gQ35BraB3cOVpJKBPJ3bGQ3r0nC5fmeCCEXjvAbOMATdltTpbAffc7vZ3mHBElcTjjqyVau3SRLkHzhwAPv37zc+3rVrF86cOdPoPJVKhR07duDWW2/1ZvHIR+RXarH2VAWW/09ttVfPXr7yC0fkiLlz59p87G9CQ0ORlpaGvXv34pFHHjEe37t3LwYPHixdwYLI7LQWGBpZ4NczEmyxNrVWI+pHnWyRw/IUUX8glwEyCyOTljo8GOBLi21gadiTVNLS70sgT+d2hqc7PUx3NGk4+76JKhwrj1cgRAZj4kVLORisfU9X6kVfjS8kCfL37duHrKwsAPoe9F27dmHXrl0Wz01NTTWeS8Hh2NVavHtCjU/+qLKYeMNeUm3jQkTWzZgxA1OnTkX37t3Rq1cvrFu3DleuXMGECROkLhoFAGtTayHWj2TbeK0W9m211ZQQGSz+7bJ0bXdtxddw+y8DS41XBv7SYhvYN1nrIOxjmBHj5HTuQOONTo/ZaS2w8ngFxPqdEgw0ou1lEpY6ICxJinBXSX2bJEH+s88+iylTpkAURbRr1w7Lli1rNIojCALCw8PRrFkzKYpIXqbRifjyfDVWHVfjcEGty9djgE+BaMuWLTafFwQBzZo1Q6tWrdC1a1efnOY5dOhQFBcXY8mSJcjPz0dqaio+/vhjJCUlSV00CgDWRpk00DfMDQ11Axn0+V4MDfc53aKw/1K1S9n1RVE/bdTewFk/1fPaHALDzDN7svyHACh0YFtIJhGTHtvAvslaB2FOiRYvpEWxY6yeq2vY7eXMjIGGHRDhcsGYh8QgmOIDSYL88PBwhIeHAwB+/vlnxMTEICIiSLpVyExJjQ4f/FaBBf8pc2n0hNPxKRhMnz7duCZfFM1/Y0yPC4KA5s2b4/nnn8ezzz7r9XI2ZfLkyZg8ebLUxaAAZG2UyZAQytBQbxEqoEtLOXJKtI0a7pZGvi2t8wwV0Gg6aQsnEk/tejDeYgJBT/xNYxIx6bEN7JtsBZWuTucOJK6uYbeXMzMGDB0QVTpDxaz/6mhnaKCQPPGeFKM3a9aswdtvv438/HykpKQgMzMTd9xxh9fLEcz+qBTQw84smLYwiR4Fkx9++AHTpk1DdHQ0Jk+ejJtvvhkA8Pvvv2PNmjUoLS3F4sWLUVhYiPfeew8vv/wyoqKiMGnSJIlLTuQdtkaZnG2oB1IDn0nEfAvbwL6Da+/t54060ZkZA7PTWmCphQ7ZOgDK9XlQBVmg7/Ugf+DAgZDJZNixYwcUCgUGDRrU5GsEQcDOnTvd8v137NiBOXPm4PXXX0fv3r2xZs0aDB8+HIcPH0Zion9uIeQvdKKIf1+swewjKvxRHu7StRjcUzBatWoVEhISsH37drPjnTp1wqBBgzBs2DB89NFHeOedd/Dggw8iPT0da9euZZBPQcNbo0z+ioGMtNgG9l3emobubf6ag8PZutxW8tRgC/SbSlTodqIoQqe7lmZGp9NBFEWb/0zPd9WKFSswevRojBs3Dh06dMCSJUsQHx+PdevWue17kDl1nQ7vnVCj544CjPh3Ef4o19r92jA50DVagSgFIBf0UyHndotCwfjWflFJEbnTl19+ifT0dIvPCYKA9PR0YwInmUyGQYMGWczaTBTIZqe1wLkxrVA0vjXOjWnFvxUmpneK1OcmqG9f6b/6fyDjL9gG9l2z01rghbQoRCgE1In6ZJb+vt2kIQdHpUY0y8GRdaxU6qLZhXW5a7w+kv/ll1/afOxJtbW1OHbsGJ5++mmz4/369cORI0e8Vo5gcbZcg/dPVuDD3ypQ5uRUwBMjEhDdTN70iURBQBRF/Pbbb1afP3XqlFmDMCwszCeT77lTnU7ElUotFDIBcgH1/wTIBEAh0//fcFwQXButXHNOgdX7zZcZNZcDF8bqRwb8dcSEggdnOkiLbWDfFkhLcwDm4Ah2kq/JP3DgADp06ICYmBiLzxcVFeHXX3/FnXfe6fL3KioqglarRWxsrNnx2NhYFBQUWH1dbm6uy9/bnXytPKZEEfipVIY5v4ZCpRGg3zTIoSsY/xcJHYovnEGxW0voGb78njjCH+8jUPf7tmTAgAFYu3Yt2rRpg/HjxxuTNVVWVmL9+vVYv349hg4dajz/xx9/NK7bD1Q6nYjMo2WIVAiIDJEhSiEgKkRAZIiASIWs/qv+WFSIzKQzQKjvBLjWKSAXgDd/KcPqExUoszjnL6TRkXItkPhBHp7qEmVX1nJ2BJDUAi2Q8WdsA3uWp8q+5pwCmy8pUKkVECEXMbqVBpPbOL8jh6eoa3VQCIBo0raWiYC6VvTr99WWSIShwjhRvfEAYyDdd1PtX8mD/EGDBmH16tUYPny4xee///57TJ48GcXF0oV6vhREWMrA6wuqNSK2/1GJd09W4H/FtlbENEXfKaAfHfOPLbV89T1xVKDcRyDLysrC2bNn8eKLL2L+/PmIi4sDABQUFECj0aB79+7GPZWrq6vRrFkzzJgxQ8oie1ylRsTm01V2n28I+CMVAtQaEUXVOmhFQCEA14cJKKwWHd7po1wLrPifuskRE25fRkSm2Ab2HE+1abKOlWLtxfp6XAZUiwLWXgzF9THX+1Q9npubi6hQmT4Hh8ksNi30Hcz++r42JS9Zv/ZeH+A3HmjcURHnU++TJ0ke5DfcBqqh2tpayGTuSR0QHR0NuVyOwsJCs+OFhYXGxjI55nKlFmt/rcCGUxW4Wu36urFgSohB5KiWLVvin//8J3bt2oU9e/bgwoULAIA///nP6NevnzGpEwA0a9YMb7/9tpTF9YpyB5cCVWhEVGgav0YjAgXVTV3L+syksjp9khstRAgABEE/s6msVsSW3ApcFybD2zlqiKI+m7kI/cwBrQBOnSQKUmwD+x9/mgIfqMkEm6Ka0BrK9RcbHQ+RBdffW0mC/LKyMpSWXkv6UFxcbGysmlKpVNi+fTtuuOEGt3zf0NBQpKWlYe/evXjkkUeMx/fu3YvBgwe75XsEi1Yb81DpZEwf20yGshoN6kQZmjuxpzBRMBMEAYMHD2adVa+8zn1JqVxlVhKTtvu0/Sqz87TmW/iitFZEzx35aB4ioHmoDNeFCLguVIbmIQJahMpwXagAZais0XPNQ2S4LlSGZnLzfANcEkDku9gG9m/+tA1lMOfgkKN+poXJH+Y6nf7vrXJ9HuZ28++kivaQJMhfuXIlFi9eDEDfMJk7dy7mzp1r8VxRFLFgwQK3fe8ZM2Zg6tSp6N69O3r16oV169bhypUrmDBhgtu+R6Cq04no+9kV/FrqfKN654AY9E0IxenTpwN2qhAReY+jI/m+6rdS59dzKgT9FmjNQ2So0YooqNbBkBGlvFbEoqNqHLhSi4FJ4WgeKkNFkRyXo2oadRg0U3AbNXcx7WhRyABRd22rumBpZJNlbAP7N3/bhjJYc3BEyEWUa62/J5lHA3+pnCRBfr9+/RAZqZ8qMm/ePAwbNgxdunQxO0cQBERGRqJbt25IS0tz2/ceOnQoiouLsWTJEuTn5yM1NRUff/wxkpL8Y/23FIqrtdj4WyUyj5ah1oVBs77xCvzphsDO9E3kSaIoYsOGDfjwww9x9uxZqFSqRucIgoCioiLvF04iZa5USgFCIwKqWhGq2mvbk4owTzn0w+Va/HC5tv5RGHDyaqPrhMqA5iH6GVbXWfpaP9OguUnnwHWhMnxypgLbzlShsg6ICgFm3OrYCEniB3kw3VnVdMcCf2SaewEiUGNyb6W1YlA0Lsk6toH9W7BOgfc3o1tpsPpCqM1zFh1VB3Q9LEmQ37NnT/Ts2RMAUFFRgcGDB6Njx45e+/6TJ0/G5MmTvfb9/NXJkjqsPqHG1t+rUKV1bLSsmRyoNmnY9I1XYNeD8W4uIVFwmTdvHlasWIHOnTtjxIgRUCqVUhdJcm2bK/Bc5yio63SoqBOx5fcq1MdW5KBaHVBUo0NRDaBvujqurE4/QvLWLxVICL+2xMDYOdCg8+DFw6VomAqhXAu/mE7ZZWsezlfaOMHGh/D1Y4HduCTr2Ab2b8E8Bd6fTG7TdJAf6O0EyRPvzZkzR+oikAmdKOKbi9V490QFvrtU4/R1Lv1fK8hc3JOaiMxt2bIFgwcPxoYNG6Quis+46ToFxraPhCjqtwnadb4K1Rp9UjuNzjxUnZwSjtHtIqGu0yff23y6Av+6WIMarX4UOy0mBJ1ahuiT89WJ+PpCNXQmrQDRSrZeaqxSI+JMuRbOdhYA+s6Ct3+pwA0RcjQP1S8p0C8t0M8guC5EhpoyBW7WVph1HOhzFegfR4UIUMhce8+aDOadUBvorUuyC9vA/ilYp8CTf5E8yDc4cuQIjh07hrKyMuh05tMvBUFARkaGRCULDuV1OmzOrcSC/5Siyvk2GQD9TtIM8Incr7q6Gvfcc4/UxfApITIBN1937U/ZU50iseRYBbTQr1UXoJ9K+XzXSPylS4v6aewiRBHoe0OY/rEI41fA8H8Rb/2vHMt/0WdSlkM/LR4ApnQMx+PJzaGu06G8TofyOhHldWL9YxGVdSLUdSLK63So0NR/rT9WqRGh1ugfc6VB0yo0Ik6X2cpXEAqcVdm8RqRCMFtqYOgEOFuuwSmVhu8DSY5tYOkN+iof+/Kv1TWcgUr+TvIgX6VSYeTIkfjxxx8hiiIEQTBuKWL4Pys4zzlbrsF7J9X46LdKlLkhgVUIgEJug0fkEX/605/w008/Yfz48VIXxWfN6aaEIAhNTKW0rxPy5duViFBcu1aEXMRTXZo7NYIjiqJ5hwKAao2Isjod1LUinvj+KnJKGkebrcIF3HdjuLEzQV0nory2/v8aHdR1InxogwGfZNg28UqV7/ygwuRSl4B8AdvAvqFhgA8A+/I1GPRVPgN9P6bfSi/P6vN94yUPgz1K8rubP38+cnJy8N5776FHjx5IS0vDjh070KZNG7z99ts4evQoPvnkE6mLGVBEUcS+K7V494QaX5+vdmlNCns6ibzn9ddfx6OPPoqlS5di7Nix3NvYCndOpTS9Vm5uLpKTE526jiAI+q4Fk/6FkFD96DIiYTHAB4BLVSLeuaul1euKoohqLaCu06GsVj9roKy+I6DMpEOgzPC1TocrJWpoQ8NNjutf62DqFXJBqExA70/zjUsPhJpQ3JBfcm23A5PtEq+zkPAwUiGYbZtI/oltYN/QMMBv6jj5D1X9wGMwztSQPMj/5z//ibFjx2LYsGEoLi4GAMhkMtx888148803MWrUKPz1r3/Fe++9J3FJ/V+VRsSk74uw+0KN2TpTeygEYEjbcDzZMQrdY20nsiAiz+jWrRtEUcTf//53/P3vf0dISAhkMpnZOYIg4NKlSxKVkLxNEASEK4BwhRyx4fa9Jje3CMnJ5tm0DZ0FpkF//y8KITeJIw0zEXQAhrYNN3Yc/F6mwdVqXcAnMXKn8joRv6pMAwgFcNX+hf8yAdeWHljoBDAsSWj41TRvQfMQARHsLJAU28CByXQLTSbm8w2BHtBbInmQX1JSgk6dOgEAQkJCAOizjRr8+c9/xmuvvSZJ2QLFpQot1v6qxsrjaqfX2/8yIgE3RHB+IZGUhgwZwgY5eYRpZ0E89HV989D6/aBNPnMaUUSUQsDae663eB1R1OcdKKvPUVBWK+L9k+XYea4alRwUcxudqN+Or7TWtSQ6ckNnQX3nQIv6r0PbRmBUuwg3lZasYRs48JhuoRki6JOQLjnGbTPJ+yQP8uPi4nD1qn6/3ubNm6N58+bIzc01Pl9SUgKt1sVMcEHqP4X6Kfmf/VFlTBjljL7xCgb4RD5g1apVknzfDRs2YPv27cjJyUFZWRl+/vlntGnTxuwclUqFjIwM7N69GwAwYMAALF682Gybv+PHj+OFF17ATz/9hJYtW2L8+PHIyMhgxwX09aylqaFSrhl0Zj9oQRAQGSIgMgQA5Mg6VortZ6ph71scXj91oE4nQiMCYQKMSxxEwEKSPO544AqtCKhqRagadBZ0uT5EohIFF7aBfYM769+Vx/XJWg2dowoAGohYebyCQT55leRBfo8ePXDo0CHj4/79++Odd95BQkICdDodVq5cadxPlJpWpxOx82wV3j2hxo+FdQ69VgBwfZiAopprPQLBsGaFiGyrrKxEv3798OCDD+Kvf/2rxXMmT56MixcvYvv27QCAZ555BlOnTsXWrVsBAGVlZRgyZAjuuOMO7NmzB7m5uZgxYwYiIiLw9NNPe+1efNWuB+N9bs2gO/aDNm3w1tkxob+qQWKAGhGQiUCYcd0AFwV4QzMFO068gW1g3+DO+lddJyKkwa+PvP44kTdJHuQ/8cQT+Oyzz1BdXY1mzZph4cKFGDJkCJ588kkAwC233IJFixZJXErfV1StxYZTlXjzl3KUO1GRzOgUhSdSI3FTc8k/EkRkQ0lJCZYtW4ZvvvkG58+fBwAkJSVhwIABePbZZ9GypfUkbc6aPn06AODo0aMWnz916hT+/e9/Y/fu3cYG6bJly5Cenl6frC4Z27ZtQ1VVFVatWoXw8HB07NgRv/32G1auXImnnnqKo/nwzTWDriYxtNTgdZQOQI1WhFymzw/TKhxu37eezEWFyJo+iVzGNrDvcFf9GxVSv8wJ+nrLdPJR1rFSjuaT10ge0fXp0wd9+vQxPm7dujUOHz6M48ePQy6Xo3379lAoJC+mzzpeXIfVJ9XYnFvp1JR8GYDnukRiXndWOkS+7uLFixgwYADy8vKQlpaGQYMGAdBnfX/rrbewfft27N69GzfeeKNXy5WdnY2oqCj06tXLeKx3796IjIzEkSNHkJycjOzsbPTp0wfh4deyw91333147bXXcO7cOdx0001eLTN5h2mDVwbA2U3sdACaK67NJGiz6RJKa/1zZEwG4OiweNz5WT6qtPp18fpt0wRooV/HO65DpPmuCCYJEdV1YqMZD+52nas9M2QXtoEDj2GZU1WDDNcyIOjW5jMBobS8XnNcuHDBrvMM6zgvX74MAEhMdG7bokCk1Yn458VqvHuiAj9crnH49QpBn7QnKgSYcWsUf+GI/MSCBQtQWlqKXbt24a677jJ77uDBgxg1ahRefvllvP/++14tV0FBAaKjo81G4wVBQExMDAoKCozntGrVyux1sbGxxuesBfmm61N9ga+Vx1neuo9R8QqsuRCCOuhH9GuciE3D6l+n0+qw+Gg5lueUoVxrGoT6V7AfKRdRe+UPVGnCoRBgsrWiCJkIaHSAoC7BF5cUqNQKiJCLGN1Kg8ltrk0lrtMBFVpArRVQoTF8FaDWApVaAer6Y5VaoEIjmJyrP6ei/pw60XIwrym5gtzcprtkkpOT3fIzCRZsAwc+Q5s686jaeEwhACEyARoxeNbmMwGh9Lwe5Hfp0sWpaZmGrUWCWVmtDj32NwP2O749VrhcwKh24ZjaMQopSibUIfJHe/bswdSpUxsF+ABwxx13YMqUKVi3bp1d13r11VexdOlSm+fs2rULffv2daqs7uJLQYRh6YG/8+Z9ZCUD15uM5gD6Ea0wk735NKKIOhvxpKFjoFoUECLTf73G/xLvVWgF7KiIQ1RoBSo1IkRR/zMwvY/VF65tVVuuFbD6QijevxCK2d3c2zFfoxVRXqdDea2IsvqZAuV1OvSMC0VMMybcdTe2gYPD7LQWZkG+RgQ0WhHNZMGzNp8JCKXn9SB/+fLlXHvpoDNlGqw+ocbqkxXQN48c00wOnBiZgJZhXGNH5M+qqqoQExNj9fmYmBhUVVXZda1p06ZhxIgRNs+xd9p/XFwcioqKIIqisX4XRRFXr15FXFyc8ZzCwkKz1xkeG86hwGS6rt8wuqMRzTP2N0UG88aiFqLTU/+lpoN+lM/R5Qs6AFlHLY+EOTstNkwuIEwuR0wzBwpCTmMbODgo1+dZPF6tA1qEBsf7zwSE0vN6kD9mzBhvf0u/JIoiWn1wCVUutmLkAGZ2iWKATxQAUlJSsG3bNkyYMAFhYWFmz9XW1uLjjz9GamqqXdeKjo5GdHS0W8rVs2dPqNVqZGdnG9flZ2dno6Kiwvi4Z8+eWLBggTHBFADs3bsXN9xwQ6Pt+ChwWcvYD5hPbzUIFYA6EQht8CcsVAbU6Pxtor45Z/6864BGI2GcFus/2AYOLJY615pizzm+IPGDPJSb7N7YXA5cGNva7teb5mMx0NYfJ+9gNg8f8+CXV3CwwD17oobJgee7cM09UaB47rnnMH78eNx7772YOHEi2rVrB0A//Xr9+vX49ddfsXHjRrd/3/z8fOTn5+P06dMA9Nn0S0tLkZiYiJYtW6JDhw7o378/Zs6ciTfffBMAMHPmTDzwwAPGaeHDhg1DVlYWpk+fjlmzZuH06dN48803kZGRwZGtIGMrY7+l0eg2my5ZbCxeFyrg3z0r7Vp6kHWs1GIngj9qOBLGabFE3mepcy3rqLrJzjt/+J1sGOADQLlWf9zeQN+QgFAD81lb/tLJ4aouW/PMdoFJigByRtrfSeIODPJ9RF6FFgO+yMeFSufGJe5MCEFOUR0qNWAGS6IA9fDDD+Pdd9/FvHnz8MILL5hNjY+Li8OqVauMGffdad26dcjKyjI+NkzzX7FihXFkas2aNcjIyMCjjz4KAEhPT8fixYuNr2nRogU+/fRTzJo1C/feey+USiVmzJiBp556yu3lJf9kLfi33VissPva+y9Vm+2D7a8arpTntFgi77PUuVbn13OLrmkY4Dd13BJrs7aCITZpGOAD+m1fu2zN82qgzyBfYj8W1GLVCTU+P1sFV3bE+TKda1qJgsHIkSPx6KOP4ujRo8ZMzYmJiejWrZvHtlqaO3cu5s6da/McpVKJ9957z+Y5nTp1wtdff+3OolEQsNVYzM0tsPs6ux6Mt7pW1p8IDZYucFoskfdZ6lwjc7ZmbQWyhgF+U8c9hUG+BGq1Inaeq8LffizF5UpHV+U1ziSsmuDd6R9E5B22tltKSEhAQkKC8bFhqyWA2y1R4AnWxmJDcui32DMV7NNiiaRgqXOtKWyvkzcxyPeiq9VaTPyuGPsu17o8oadvvAK7Hox3S7mIyDdxuyUi91JNaO3zo/mGQMCYi0Aw324wQmFeJwTztFgiqTTsXKtuYsxO7kej/s3llqfmNw+gXTWd3ZHEnzDI94L/Fdfh3RNqbDld6dKUfAMG+ETBgdstEbmf6WiaLwf8jozQc6YDkXc17FyzRQb/Wj5zYWxrl7Pr+zJP70giwPLOL97+BDDI9xCtTkT0xktuu97cblH16w9zkZxs397VROTfuN0SkWfZmj5rqwNgbrcoY+PeHZ33lsrDEXoi32boXGtq9w6Z4JvLZyxl0TcE84ES0FviyR1JEj/Iszpbe063KJeu7SgG+W5WWqtD148vQ1Xnnutx1J6IiMj7mlo/685gW9+B33grQFdG6INhOiqRVAy/X2W1YpNLcF9I873trC0F+IDjW+X5I1d2JMk6VorFx9RmnbuGWM3az9TA258BBvlu8nupBqtPqvH+yQqn1tvLBEAQgYxuvlcREBERke+zFHg0k7l/OipRMDOd7m2rza8QfDPAB2xvh+fIVnn+yNkdSazN2NiXr8Ggr/J97ufGIN9Fd392BT+XuP6uNmcvOxERBTFLews3xOzU1lkLPGp1QJhccNt0VKJgZzrdu85GmO+rAX6wc3ZHkpXHK6w+ty9f45ayWVom5uzfPQb5Lhj0Vb5LAX6LUAb2RERE9gT4gL4BxEDfMmuBhyHpt73TUYnINkvTvQ3C5YJxFwy2732Ts/lOPF1/WssD4+zfPQb5LnCl12Yup+UTEREBgF0BPtlmK/AA7JuOSkRNM53urRAAjUnspxFFu0aFpWZtmzzDc4HOmXwnUSECSmv9p6NUJnUBghEDfCIiInKnqBABhja7okEs7y+BB5E/mN4pEqKo/71SCObBVIRC8Itp+hfGtrYYzAfSVnnu5kr9KcUMNI7kewkDeyIiIvIU03WmCgHQidem6kcouDyQyF0aTvdu7qfLbxnMO8bw/jbMrm+N1EvLGOR7mNRvMBERka9LiuCUfVcFSuBB5A9c2d6S/FfD993aOnpfwCDfBbbWswAM8ImIiOyRM7K1Xcn3QrxTHL/FwIOIyHusxYLO5DVQTWjt1uz6gkql8p8MAkRERERERERkFRPvEREREREREQUIBvlEREREREREAYJBPhEREREREVGAYJBPREREREREFCAY5BMREREREREFCAb5Pq6kpAQvvPACevTogYSEBHTq1AnPP/88iouLzc7r3LkzlEql2b8FCxZIU+gmrFmzBl26dEF8fDzuvvtuHDx4UOoi2fTGG2/g3nvvRWJiIm655RaMHDkSJ06cMDtn2rRpjX7+/fv3l6jElmVmZjYqY/v27Y3Pi6KIzMxMpKSkICEhAQ899BBOnjwpYYmJpBdodTDrX+mwDiZyrw0bNmDgwIFISkqCUqnEuXPnGp2jUqkwZcoUJCUlISkpCVOmTIFKpTI75/jx43jwwQeRkJCA1NRUZGVlQRT9c/Mxf6vj7XXgwAGMGjUKqampUCqV2LRpk9nz9tSf9nwWAgmDfB93+fJlXL58GS+//DIOHjyI1atX4+DBg5g0aVKjczMyMnDq1Cnjv1mzZklQYtt27NiBOXPm4C9/+Qt++OEH9OzZE8OHD8eFCxekLppV+/fvx6RJk/DPf/4TO3fuhEKhwCOPPIKSkhKz8+655x6zn/+2bdskKrF1ycnJZmU0rfzfeustrFixAllZWdizZw9iY2MxZMgQlJeXS1hiImkFUh3M+ld6rIOJ3KeyshL9+vXDnDlzrJ4zefJk5OTkYPv27di+fTtycnIwdepU4/NlZWUYMmQI4uLisGfPHixatAjvvPMOli9f7o1bcCt/rOPtVVFRgY4dO2LRokUIDw9v9Lw99WdTn4VAI6hUKv/sqgpi33zzDUaOHIlz587huuuuA6AfRZoyZQqefvppiUtn23333YdOnTrh7bffNh677bbb8PDDD2P+/PkSlsx+arUaSUlJ2LRpE9LT0wHoR5KKi4uxdetWiUtnXWZmJnbu3IlDhw41ek4URaSkpOCJJ54wBiZVVVVITk7GwoULMWHCBG8Xl8hn+WsdzPpXWqyDiTzj6NGjuPfee/Hzzz+jTZs2xuOnTp1Cr169sHv3bvTu3RsAcOjQIaSnp+PHH39EcnIy1q5diwULFuC3334zBo9LlizBunXrcOLECQiCIMk9OSMQ6nh7tG7dGosXL8aYMWMA2Fd/2vNZCDQcyfdD5eXlCAsLQ0REhNnxd955B23btsVdd92FpUuXora2VqISWlZbW4tjx46hX79+Zsf79euHI0eOSFQqx6nVauh0OiiVSrPjhw4dQrt27dC9e3c888wzKCwslKaANpw9exYpKSno0qULJk6ciLNnzwIAzp07h/z8fLP3Jjw8HHfccYdfvTdE3uCPdTDrX9/AOpjIe7KzsxEVFYVevXoZj/Xu3RuRkZHG36vs7Gz06dPHbHT4vvvuw+XLly1O//dVgVLHO8Oe+tOez0KgUUhdAHKMSqXCa6+9hrFjx0KhuPb2TZ06FV26dMH111+Pn376CQsWLMC5c+fwzjvvSFhac0VFRdBqtYiNjTU7Hhsbi4KCAolK5bg5c+agc+fO6Nmzp/FY//79MWjQILRp0wbnz5/Hq6++isGDB+O7775DWFiYhKW95vbbb8fKlSuRnJyMq1evYsmSJbj//vtx+PBh5OfnA4DF9+by5ctSFJfIJ/lrHcz6V3qsg4m8q6CgANHR0Waj8YIgICYmxljvFRQUoFWrVmavM/weFhQU4KabbvJaeV0RKHW8M+ypP+35LAQaBvkSefXVV7F06VKb5+zatQt9+/Y1Plar1Xjsscdwww034JVXXjE796mnnjL+/9Zbb0Xz5s0xYcIEvPzyy7j++uvdW/gg9te//hWHDx/G7t27IZfLjccfffRR4/87deqEtLQ0dO7cGf/85z8xePBgKYrayJ///Gezx7fffjvS0tKwefNm9OjRQ6JSEUmDdbD/8ef6F2AdTGQPZ+pmImqMQb5Epk2bhhEjRtg858YbbzT+X61WY/jw4QCArVu3olmzZjZf2717dwDAmTNnfKaBGR0dDblc3mgaZWFhIeLi4iQqlf3mzp2LHTt2YNeuXU327N5www1o1aoVzpw5453COSEqKgopKSk4c+YMBg4cCED/XiQmJhrP8Zf3hshRwVYHs/71PayDiRpztG62JS4uDkVFRRBF0TiCK4oirl69avy9iouLs1gvGp7zF/5ex7siPj4egO36057PQqDhmnyJREdHo3379jb/GdZ7lpeXY9iwYdDpdPj4448RFRXV5PV/+eUXANc++L4gNDQUaWlp2Lt3r9nxvXv3mq2R8UWzZ8/GJ598gp07d5pteWRNUVERLl++7FM//4aqq6uRm5uL+Ph4tGnTBvHx8WbvTXV1NQ4dOuTz7w2RM4KtDmb963tYBxM15kjd3JSePXtCrVYjOzvbeCw7OxsVFRXG36uePXvi0KFDqK6uNp6zd+9e3HDDDWZJ/HydP9fxrrKn/rTnsxBoOJLv48rLyzF06FCUl5dj06ZNqKysRGVlJQCgZcuWCA0NRXZ2Nn788Uf07dsX1113HY4ePYq//vWvSE9PN+vR8gUzZszA1KlT0b17d/Tq1Qvr1q3DlStXfDpz8KxZs7B161Z89NFHUCqVxrU/kZGRiIqKglqtxqJFizB48GDEx8fj/PnzeOWVVxAbG2scnfEFL730EgYMGIAbb7zRuB60srISjz32GARBwLRp0/DGG28gOTkZ7dq1w9KlSxEZGYlhw4ZJXXQiyQRSHcz6V1qsg4ncKz8/H/n5+Th9+jQAfTb90tJSJCYmomXLlujQoQP69++PmTNn4s033wQAzJw5Ew888IAxm/qwYcOQlZWF6dOnY9asWTh9+jTefPNNZGRk+FVmfcA/63h7qdVq4+wsnU6HixcvIicnBy1btkRiYmKT9ac9n4VAwy30fNy+ffswaNAgi88Z1iQdO3YMs2bNwm+//Yba2lokJiZi6NChePbZZ+3u7fSmNWvW4K233kJ+fj5SU1Px97//HXfeeafUxbKqYRZng9mzZ2Pu3LmoqqrCmDFjkJOTg9LSUsTHx6Nv37548cUX7Z5S5g0TJ07EwYMHUVRUhJiYGNx+++148cUXkZKSAkA/bWnRokXYsGEDVCoVunfvjqVLl6Jjx44Sl5xIOoFWB7P+lQ7rYCL3yszMRFZWVqPjK1asMG6vplKpkJGRga+//hoAkJ6ejsWLF5vVLcePH8esWbPw008/QalUYsKECZg9e7bfBfmA/9Xx9rL2t/ixxx7DqlWr7Ko/7fksBBIG+UREREREREQBgmvyiYiIiIiIiAIEg3wiIiIiIiKiAMEgn4iIiIiIiChAMMgnIiIiIiIiChAM8omIiIiIiIgCBIN8IiIiIiIiogDBIJ8ksWnTJiiVSpw7d85t13zooYfw0EMPue16TVEqlcjMzPTa9yMicgfWv0REnuOJOtZZmZmZXt0H3tt/C8g6BvnkV44cOYLMzEyoVKomz62srERmZib27dvn+YIREQU41r9ERP5vzZo12LRpk9TFIA9jkE9+JTs7G1lZWSgtLW303KeffopPP/3U+LiqqgpZWVnYv3+/N4tIRBSQWP8SEfmXF154AVeuXDE7tnbtWmzevFmiEpG3KKQuAJG7hIaGSl0EIqKgxPqXiMj3KBQKKBQM94IRR/LJJxw8eBATJkzArbfeiri4OHTo0AHPPPMMSkpKjOdkZmbib3/7GwCga9euUCqVUCqVxumgpuuAzp07h1tuuQUAkJWVZTx32rRpAIBp06ahc+fOjcphae1STU0N5s6di1tuuQU33ngjRo0ahby8PIv3ceXKFTz99NNo37494uLi0LNnT6xdu9a1Hw4RkQex/iUi8qzPP/8c99xzDxISEtC2bVtMmjQJFy5cMDtn2rRpiI+Px6VLlzB69Gi0bt0at9xyC1566SVotVqzc4uLizFlyhQkJiYiKSkJTz75JHJycqBUKs2m4jesVzt37oyTJ0/iwIEDxrrZUB9byyWwb98+s/reYMOGDUhLS0NCQgL69euHgwcPWrz3mpoaLFq0CLfddhvi4uKQmpqKuXPnorKy0uGfI9mPXTvkEz777DOUlZVh/PjxiI2Nxf/+9z98+OGHOHnyJL755hsIgoBBgwbh999/x/bt2/H3v/8d0dHRAIAOHTo0ul5MTAzeeOMNPP/88xg4cCAGDRoEAGjbtq3DZXv66afx8ccfY/jw4ejZsyf279+PESNGNDqvsLAQ/fv3h06nw6RJkxAbG4vvv/8ef/nLX1BcXIwXXnjB4e9NRORprH+JiDxn69atmDp1KtLS0jBv3jwUFRVh9erVOHz4MH744QdjfQoAOp0Ow4YNw2233YaFCxfiu+++w/Lly40dA4ZzRo0ahf/85z+YNGkS2rdvj6+//trYkWpLZmYmZs+ejcjISPzlL38BAERGRjp8Tx988AGee+459OrVC08++SQuXLiA0aNHQ6lUonXr1sbzRFHE448/jgMHDmDs2LFISUnBqVOnsHbtWvz666/YsWMHBEFw+PtT0xjkk09YsGABIiIizI717NkTTzzxBA4fPow+ffrg1ltvRdeuXbF9+3Y89NBDaNOmjdXrRUZG4uGHH8bzzz+PTp06YeTIkU6V65dffsHHH3+MSZMm4fXXXwcAPPHEE5g6dSqOHz9udu6rr76K2tpaHDx4EDExMQCAiRMn4plnnsEbb7yBJ554wqsZTomI7MH6l4jIM+rq6vC3v/0NHTp0wNdff43w8HAAwD333INBgwZh2bJlePXVV83Of/jhhzF79mwA+nrsT3/6Ez788ENjkP/FF18gOzsbCxcuxNNPPw0AmDRpEh555JEmyzNw4EC89tpruP76652um+vq6rBw4UJ07twZu3btMi7XSklJwdNPP20W5G/fvh3//ve/sWvXLtx1113G4926dcOUKVOwd+9e9OvXz6lykG2crk8+wdDAFEURZWVlKCoqQs+ePQEAx44dk6xc//rXvwDoG5amnnzySbPHoiji888/x/333w9BEFBUVGT8169fP1RVVeG///2v18pNRGQv1r9ERJ5x9OhRFBQUYOLEicYAHwD69u2LtLQ0fPPNN41eM27cOLPHffr0wdmzZ42Pv/32W8jlckyYMMF4TCaTYfLkye6/AQuOHj2KwsJCjBs3ziwfy2OPPYYWLVqYnfvpp5+iXbt2SE1NNaub77zzTgiCwB1YPIgj+eQTLl68iHnz5uFf//oXysvLzZ4rKyuTqFTAhQsXIAgCbr75ZrPjhvWmBlevXoVKpcJHH32Ejz76yOK1CgsLPVZOIiJnsf4lIvIMw7r75OTkRs+1b98eO3fuNDsWEhKChIQEs2NKpdJs69ILFy4gLi4OUVFRZuc1rCs9xXBPDetihULRaJbX77//jtzc3EbnGrBu9hwG+SQ5rVaLoUOH4urVq5g5cybat2+PyMhI6HQ6PProo9DpdG7/ntbW/zRMbGIvQxmHDRuGxx9/3OI5KSkpTl2biMhTWP8SEfkOmUy6SdbW6mZX/g7odDqkpKRg0aJFFp9v2KFB7sMgnyR3/Phx/Pbbb1i5ciVGjx5tPP7777+7dF1biTyUSqXFvZ4bZjpNTEyEKIo4c+aMWSOxYdliYmLQvHlzaDQa3HPPPS6Vm4jIW1j/EhF5TmJiIgAgNze30drz3NxcJCUlOXXN77//Hmq12mw0/8yZM3a93lr9bMhb0rB+Pn/+fKPvD+jr4nvvvdd4XKPR4Ny5c7j11luNx9q2bYtjx47h7rvvZoI9L+OafJKcXC4HoF9Xaeqdd95pdK4hA6jptCVrDGufLJ3btm1blJWV4X//+5/x2JUrV/Dll1+ande/f38AwPvvv292fPXq1Y3uYfDgwfjyyy/xyy+/NPp+V69ebbK8RETexvqXiMhzunXrhri4OGzYsAHV1dXG4wcPHsTRo0fxwAMPOHzNfv36QavVYv369cZjOp0Oa9assev1ERERVutmQ9kMtFotNm7caHZet27dEBMTg40bN6K2ttZ4fMuWLY06CIYMGYKCggKL25nW1NQ0WiJG7sORfJJc+/btjfuAXrp0CS1btsS//vUvXLp0qdG53bp1AwC88sorGDZsGEJDQ/GnP/0JsbGxjc4NDw9HamoqduzYgXbt2uH6669HmzZtcPvtt+PRRx/FggUL8Pjjj2Pq1KmoqqrCunXrcMstt+Dnn382XqNLly4YNmwY1q5di7KyMvTq1Qv79u3D6dOnG32/BQsWYP/+/bj//vsxduxYpKamQqVS4ZdffsEXX3yB/Px8N/7UiIhcx/qXiMhzQkJC8Morr+DJJ59Eeno6RowYYdxCr1WrVnjuueccvubAgQPRvXt3zJ8/H+fPnzduoVdSUgLA9kwqQF+Xr1mzBosWLUK7du0QGRmJ9PR0pKamokePHnjllVdQUlKCli1bYseOHdBoNI3u6aWXXsJzzz2HQYMGYejQoTh//jw2bdqEm266yezckSNH4vPPP8esWbNw4MAB9O7dG6Io4vTp0/j000+xYcMG9O3b1+GfATWNQT5JLiQkBP/4xz8wZ84cvPPOO5DJZOjfvz8++eQTtG/f3uzcbt26Yf78+Vi7di1mzJgBnU6HXbt2WWxkAvrRqNmzZ+Oll15CTU0NHnvsMdx+++24/vrr8dFHH+HFF1/E/Pnz0aZNG8ybNw+///67WSMTAJYvX47o6Ghs27YNX331Ffr27YuPP/4YnTp1MjsvNjYW3377LRYvXowvv/wS69atQ8uWLdG+fXuz7VGIiHwF618iIs8aNWoUwsPDsWzZMixYsADh4eH485//jAULFiA6Otrh68nlcnz88ceYM2cO/vGPf0AQBAwcOBAZGRkYMGAAmjVrZvP1GRkZuHjxIlauXImysjIkJiYiPT0dgH7m1HPPPYc333wTLVq0wP/93/+hb9++jbbnGz9+PLRaLd5++23MmzcPHTt2xObNm/Haa6+ZnSeTyfDRRx9h1apV2LJlC7766is0a9YMN910EyZNmmQ2tZ/cS1CpVGLTpxEREREREZEv+uKLL/D4449j9+7d6N27t9TFIYlxTT4REREREZGfqKqqMnus1Wrx3nvv4brrrkPXrl0lKhX5Ek7XJyIiIiIi8hMZGRmorq5Gjx49UFNTgy+++AJHjhzBvHnzjIlPKbhxuj4REREREZGf2LZtG5YvX44//vgD1dXVuPnmmzFx4kRMmTJF6qKRj2CQT0RERERERBQguCafiIiIiIiIKEAwyCciIiIiIiIKEAzyiYiIiIiIiAIEg3wiIiIiIiKiAMEgn4iIiIiIiChAMMgnIiIiIiIiChAM8omIiIiIiIgCBIN8IiIiIiIiogDBIJ+IiIiIiIgoQDDIJyIiIiIiIgoQDPKJiIiIiIiIAgSDfCIiIiIiIqIAoZC6AOQ5ubm5SE5OlroYkuH9+9f960QR3+bVYPi/iho9p5rQWoISERERERH5H47kE5Gk1HU6vH9SjZ47CiwG+ACgXJ/n5VIREREREfknjuQTkSTOlmvw/skKfJhbgbJaUeriEBEREREFBAb5ROQ1oihi/5VavHtCja8vVEPH2J6IiIiIyK0Y5BORx1VrRGz/oxLvnqjA/4rrpC4OEREREVHAYpBPRB5zpVKLNb9WYMOpClyt1kldHCIiIiKigMcgn4jczt2J8phdn4iIiIjIPgzyicgt6nQivjhXhQnflTj8WgHAgMRmmNYpCn0TQiEIgvsLSEREREQUBBjkE5FLiqu1uHnLFade2zxEwOPJEZiSGoW217E6IiIiIiJyFVvVROSUWYeK8cFvVah1Yqn9zc3lmNIxCmOSI9A8ROb+whERERERBSkG+URkN50oYsoPxdh+ptrpa/yj//W4/8ZmkHFKPhERERGR2zHIJ6ImldfpsDm3EnOOlMKVre2by4EBieFuKxcREREREZljkE9EVp0t1+C9k2p89FslyupcCe/1LoxllnwiIiIiIk9ikE9EZkRRRMsNl9x6zaQIIGckA3wiIiIiIk9zOsj/7rvvsG/fPhQWFuKpp55C+/btoVar8fPPP6NTp05QKpVuLCYReVqVRsS2M5V45oDKLdfj3vZERERERN7ncJBfVVWFxx9/HHv37jUee/TRR9G+fXuEhoZi3LhxeOKJJzB79my3FpSIPONShRZrf1Xj9Ry1W67H4J6IiIiISDoO7121cOFC7N+/H++99x5++eUXiOK1dbqhoaF45JFHsHv3brcWkojc79kDxVCuz0PHj68wwCciIiIiChAOj+R/9tlnmDx5MoYNG4bi4uJGzycnJ+OTTz5xS+GIyL3qdCImf1+Ez8/WuOV6XGtPRERERORbHA7yi4qK0KFDB6vPC4KA6mrn99AmIvcrqtZiw6lKvPpTmUtb4DGoJyIiIiLybQ5P17/xxhtx6tQpq88fPnwYN998s0uFsubAgQMYNWoUUlNToVQqsWnTJrPnRVFEZmYmUlJSkJCQgIceeggnT540O0elUmHKlClISkpCUlISpkyZApVK5ZHyEklt1iH9lPxbtlzBQgb4REREREQBz+Egf/jw4di4cSMOHTpkPCYIAgBg7dq1+Oyzz/DYY4+5r4QmKioq0LFjRyxatAjh4eGNnn/rrbewYsUKZGVlYc+ePYiNjcWQIUNQXl5uPGfy5MnIycnB9u3bsX37duTk5GDq1KkeKS+RFLQ6EdHr89BjfzjW/Frl8vXmdouCakJrBvhERERERH5AUKlUDg3u1dbWYsyYMdizZw/atWuH3NxcpKSkoLi4GPn5+RgwYAA2bdoEmczh/gOHtG7dGosXL8aYMWMA6EfxU1JS8MQTT2DWrFkA9DsBJCcnY+HChZgwYQJOnTqFXr16Yffu3ejduzcA4NChQ0hPT8ePP/6I5ORkj5bZ23JzcwPunhwRbPdfVqvDxO+K8O+8Wrddk4n0iIiIiIj8i8Nr8kNDQ7Ft2zZs27YNn332GQRBgEajQdeuXTFkyBCMHDnSOLLvTefOnUN+fj769etnPBYeHo477rgDR44cwYQJE5CdnY2oqCj06tXLeE7v3r0RGRmJI0eOBFVASIHjjzINVp9U4/2TFdC6Mh+/HgN7IiIiIiL/5XCQbzB8+HAMHz7cnWVxSX5+PgAgNjbW7HhsbCwuX74MACgoKEB0dLRZJ4QgCIiJiUFBQYH3CkvkIlEU8cPlGqw6UYF/Xqh2aa29AYN7IiIiIiL/53SQH0xyc3OlLoLT/Lns7hBo91+tBV78NRT7S+TQwdEZM427Am4I0WFnL/12ev76s+IMHCIiIiKia5oM8gcNGuTwRQVBwM6dO50qkLPi4+MBAIWFhUhMTDQeLywsRFxcHAAgLi4ORUVFEEXROJoviiKuXr1qPMcSfw0igm1NekOBdP95FVqs+1WNlcfVqNI6e5VrnQLMlE9EREREFJiaDPJ1Ol2jNfZ5eXk4e/YsWrRogTZt2gDQr4kvLS1F27Zt0bq194OHNm3aID4+Hnv37sVtt90GAKiursahQ4fwyiuvAAB69uwJtVqN7Oxs47r87OxsVFRUmK3TJ/IVd392BT+XOBvVi4CF0X5OyyciIiIiClxNBvlffvml2eNDhw5h9OjRWL58OUaNGgW5XA4A0Gq12Lx5M+bNm4eVK1d6pLBqtRpnzpwBoO98uHjxInJyctCyZUskJiZi2rRpeOONN5CcnIx27dph6dKliIyMxLBhwwAAHTp0QP/+/TFz5ky8+eabAICZM2figQceCJgRX/J/tVoRk78vws5zNW67Zt94BXY9GO+26xERERERkW9yeAu9/v37o0+fPli4cKHF51966SUcOnQI3377rVsKaGrfvn0Wlw889thjWLVqFURRxKJFi7BhwwaoVCp0794dS5cuRceOHY3nqlQqZGRk4OuvvwYApKenY/HixVAqlW4vr9QCabq6M/zt/q9Wa3HfzgKcq9A59fpecSE4UVKHSg0QFSJgVHwNsvq3dXMpiYiIiIjIlzmceO/48eMYMWKE1eeTkpKwdu1alwplTd++faFSqaw+LwgC5s6di7lz51o9R6lU4r333vNA6Yic87/iOrx7Qo1NuZVOZcmXAZjZJRJ/6640O+6vifSIiIiIiMh5MkdfkJCQgE8//RQajabRcxqNBjt27EBCQoJbCkcUqLQ6EV+eq8Kgrwtx1+cF+MjBAF8h6H95rwsBZneLahTgExERERFRcHJ4JP/ZZ5/FzJkz0b9/f4wbNw4333wzAOD333/Hxo0b8csvv+D11193e0GJAkFprQ4f5Vbi/ZNqnC13LqFe92g5vh3MjjQiIiIiImrM4SB//PjxkMlkePXVV/H888+bbUUXExODZcuWYdy4cW4vKJE/+71Ug9Un1dicWwm1xplJ+XohAAN8IiIiIiKyyuEgHwDGjh2L0aNH4+jRo7hw4QIAIDExEd26dYNC4dQliQKOKIpo9cElVDmXR68R7m1PRERERERNcToiVygU6NGjB3r06OHO8hD5vUqNDh//XoXnD6rgaHwvAGZr87n1HREREREROcLhIP/AgQN2nXfnnXc6XBgif5ZXocWak2ps+K0CJTWOTcmPbSbDxJRITEqJRFy43EMlJCIiIiKiQOdwkD9w4EDjOnxbiouLnSoQkT8RRRHPHCjBP36vQp0T0/K7RofgyY5RGNo2HGHypn+viIiIiIiIbHE4yN+1a1ejY1qtFufPn8fGjRuh0+kwf/58txSOyFfVakV8erYKfzlYAnXj3SSbpBCAnQNi0Cc+1K5OMyIiIiIiIns4HOTfddddVp8bM2YM0tPTsX//ftx9990uFYzIFxVWaTHx+2Lsu1zr0nVeSIvCHQlhbioVERERERGRnsytF5PJMHToUHz44YfuvCyR5O79/AqU6/OQ/I8rLgf4c7tFYXZaCzeVjIiIiIiI6Bq373dXUlKC0tJSd1+WyOu0OhFfXajG+D3F0LpwneLxrSDjlHwiIiIiIvICh4P8CxcuWDxeWlqKgwcP4p133kGfPn1cLhiRVFQ1Oty7Mx9/qF3f4D4EYIBPRERERERe43CQ36VLF6uJwkRRRI8ePbBs2TKXC0bkbfftvIL/FrkyZm8uBEDhhNZuux4REREREVFTHA7yly9f3ijIFwQBSqUSbdu2RUpKitsKR+Rpoiii5YZLbrse19sTEREREZGUHA7yx4wZ44lyEHnVwv+q8HpOhVuvqeKoPRERERERSczh7Ppdu3bFV199ZfX53bt3o2vXri4VishTlOvzoFyf57YAv2+8AqoJrRngExERERGRT3B4JP/8+fOoqLAeIFVUVFhNzkckBXdPyU+KAHJGMqgnIiIiIiLf4/BIPgCrifcA4PTp02jevLnTBfKGNWvWoEuXLoiPj8fdd9+NgwcPSl0k8oDVZxVQrs9z+5p7BvhEREREROSr7BrJ37x5M7Zs2WJ8vHTpUmzcuLHReSqVCidOnMCAAQPcV0I327FjB+bMmYPXX38dvXv3xpo1azB8+HAcPnwYiYmJUheP3EC5Pq/+fyFuuR5H7omIiIiIyF/YFeRXVVWhqKjI+FitVkMmazwJIDIyEhMnTsTs2bPdV0I3W7FiBUaPHo1x48YBAJYsWYJvv/0W69atw/z58yUuHbniWnBv4Nr+9FxnT0RERERE/sauIH/SpEmYNGkSAKBLly5YtGgRHnzwQY8WzBNqa2tx7NgxPP3002bH+/XrhyNHjkhUKnKFRiciZqP7puMbMMAnIiIiIiJ/5HDivZycHE+UwyuKioqg1WoRGxtrdjw2NhYFBQUSlYqcoarR4abNl917TQb2RERERETk5xwO8oNRbm6u1EVwmj+X3ZKzlQL+cUmBT64o4Ph0fNHCMR1+vKsGQOD9rIDAvKeGkpOTpS4CEREREZHPaDLIb9myJWQyGS5fvozQ0FC0bNnSZnZ9QJ9933QNv6+Ijo6GXC5HYWGh2fHCwkLExcVZfZ2/BhG5ubl+W3ZTOlHEnrwaZBxW4Uy51oUrmX9uA33kPlDefyIiIiIisl+TQX5GRgYEQYBCoTB77I9CQ0ORlpaGvXv34pFHHjEe37t3LwYPHixdwcgidZ0O/zhdidUnK5BbqnHiCiKCLbAnIiIiIqLg1mSQP3fuXJuP/c2MGTMwdepUdO/eHb169cK6detw5coVTJgwQeqiUb3zag3eP1mB906qUePKwL0JBvdERERERBQMgm5N/tChQ1FcXIwlS5YgPz8fqamp+Pjjj5GUlCR10YKaKIo4mF+Ld0+o8eX5augsLZ93kAI6XJ3A95WIiIiIiIKHw0H+li1bbD4vCAKaNWuGVq1aoWvXrggLC3O6cJ4yefJkTJ48WepiEIAarYhPzlTi3RMVyCmuc/l6zeXAhbH6UftgSDpHRERERERkyuEgf/r06cY1+aJoPtxqelwQBDRv3hzPP/88nn32WTcUlQJJfqUWa09VYP2vFSis1jn8ehn0q+0zukVhdloLt5ePiIiIiIjIHzkc5P/www+YNm0aoqOjMXnyZNx8880AgN9//x1r1qxBaWkpFi9ejMLCQrz33nt4+eWXERUVhUmTJrm98OR/jl2txaoTauz4owp1jsf2APQBfvNQAdM7RTLAJyIiIiIiMiGoVCqHVj9Pnz4dBQUF2L59e6PnRFHEsGHD0KpVK7zzzjvQ6XRIT09HeXk5Dh486LZCk318ZQs1jU7EF+eq8e4JNQ4X1Dr8ehkAQQAgOjZy7yv3L5Vgv38iIiIiomAkc/QFX375JdLT0y0+JwgC0tPTsWvXLv3FZTIMGjQIZ86cca2U5JcW/EeFhA/yELPxEsZ/V+xQgB+lEHB7bAiiQvQBflSIwKn5RERERERETXB4ur4oivjtt9+sPn/q1CnodNfmYYeFhflk8j3ynBcOleD9Xyudeu1NzeWYkhqFMckRaBHqcB8UERERERFRUHM4yB8wYADWrl2LNm3aYPz48YiIiAAAVFZWYv369Vi/fj2GDh1qPP/HH380rtunwKUTRUz9oRjbzlQ79fq+CaGY1ikKD9zYDHKZ4ObSERERERERBQeHg/ysrCycPXsWL774IubPn4+4uDgAQEFBATQaDbp3746srCwAQHV1NZo1a4YZM2a4t9TkM9R1Omw5XYnMo2UornFsc/tmcmD4zRGY2jEKt14f4qESEhERERERBQ+HE+8B+in7u3btwp49e3DhwgUAQGJiIvr164eBAwdCJuM0a1/gycRrc4+UYO2vlah1MkN+mBw4MSIB0c3k7i2YiWBPPBfs909EREREFIwcHskH9An2Bg8ejMGDB7u7POTDRFHEnz7Pxy8lWpeuIwfwfJcojwb4REREREREwcipIJ+CS7VGRN/PryC3zMlh+waYJZ+IiIiIiMgznMquv2HDBnz44Yc4e/YsVCpVo3MEQUBRUZE7ykcSUq7Pc+v1QgAUTmjt1msSERERERHRNQ4H+fPmzcOKFSvQuXNnjBgxAkql0gPFIim5K7gPk+un5XPUnoiIiIiIyDscDvK3bNmCwYMHY8OGDR4oDkmlTiciduMlt1yrb7wCux6Md8u1iIiIiIiIyH4OB/nV1dW45557PFAUkoK7p+QzwCciIiIiIpKOw0H+n/70J/z0008YP368B4pD3uLO4F7FdfZEREREREQ+weEN7V9//XX85z//wdKlS1FQUOCJMpGH6EQRyvV5bgvwm8sZ4BMREREREfkSQaVSiY68ICEhAaIooq6uDgAQEhICmcy8r0AQBFy65J713eS83NxcJCcnI/2LKzhU6Nre9qb8ZUq+4f6DVbDfPxERERFRMHJ4uv6QIUMgCIInymLThg0bsH37duTk5KCsrAw///wz2rRpY3aOSqVCRkYGdu/eDQAYMGAAFi9ebLYDwPHjx/HCCy/gp59+QsuWLTF+/HhkZGRIck+e1mN/GLDfvWvuOXJPRERERETkuxwO8letWuWJcjSpsrIS/fr1w4MPPoi//vWvFs+ZPHkyLl68iO3btwMAnnnmGUydOhVbt24FAJSVlWHIkCG44447sGfPHuTm5mLGjBmIiIjA008/7bV78SRRFNFyg2EWhcOrMaxicE9EREREROT7HA7ypTJ9+nQAwNGjRy0+f+rUKfz73//G7t270bNnTwDAsmXLkJ6ebpy2vG3bNlRVVWHVqlUIDw9Hx44d8dtvv2HlypV46qmn/Ho0v0oj4k+fX0Fumc7kqGv3M7cb97gnIiIiIiLyJ04F+SUlJVi2bBm++eYbnD9/HgCQlJSEAQMG4Nlnn0XLli3dWkh7ZGdnIyoqCr169TIe6927NyIjI3HkyBEkJycjOzsbffr0QXh4uPGc++67D6+99hrOnTuHm266yevldlXrjXmo0DV9niM4ak9EREREROSfHA7yL168iAEDBiAvLw9paWkYNGgQAH2Sr7feegvbt2/H7t27ceONN7q9sLYUFBQgOjrabDReEATExMQYdwEoKChAq1atzF4XGxtrfM5akJ+bm+uZQrug9/4waI3T8R0dsbeUa1GHH++qAeCb9+usQLoXZwTD/TO5IBERERHRNQ4H+QsWLEBpaSl27dqFu+66y+y5gwcPYtSoUXj55Zfx/vvvN3mtV199FUuXLrV5zq5du9C3b19Hi+lWvhJE1OlExG50x64F1zoFQgAUBujIfbBnlw/2+yciIiIiCkYOB/l79uzB1KlTGwX4AHDHHXdgypQpWLdunV3XmjZtGkaMGGHzHHtnBMTFxaGoqAiiKBpH80VRxNWrVxEXF2c8p7Cw0Ox1hseGc3yRu/a1N8Up+URERERERIHH4SC/qqoKMTExVp+PiYlBVVWVXdeKjo5GdHS0o0WwqGfPnlCr1cjOzjauy8/OzkZFRYXxcc+ePbFgwQJUV1ejWbNmAIC9e/fihhtuaLQdny9wPbgX0XAqP4N7IiIiIiKiwOXwHmspKSnYtm0bampqGj1XW1uLjz/+GKmpqW4pnKn8/Hzk5OTg9OnTAPTZ9HNyclBSUgIA6NChA/r374+ZM2ciOzsb2dnZmDlzJh544AHjlOVhw4YhPDwc06dPx4kTJ7Bz5068+eabmD59us9k1teJIqLX57l19D4pQh/cM8AnIiIiIiIKbIJKpbKUhc2qzz//HOPHj0dqaiomTpyIdu3aAdCv/12/fj1+/fVXbNy40ZiQz10yMzORlZXV6PiKFSswZswYAIBKpUJGRga+/vprAEB6ejoWL14MpVJpPP/48eOYNWsWfvrpJyiVSkyYMAGzZ8+WPMgvq9VhU24l5maXuu2aP95VGdRrsoN9TXqw3z8RERERUTByOMgHgK1bt2LevHkoKCgwW/8eFxeHV155BSNHjnR7QQPVmTINVp9QY/PpSpTXOfxWNGI6Wh/sQR7vP7jvn4iIiIgoGDm8Jh8ARo4ciUcffRRHjx7FhQsXAACJiYno1q0bFAqnLhlURFHED5drsOpEBf55odrihnaOSooAckZyOj4REREREVEwazIiNwTxliQkJCAhIcH4+PLly8b/JyYmuli0wFOlEbHtTCXePa7GCZXGLdfkOnsiIiIiIiIyaDLI79Kli1Pr1YuLi50qUCDKq9Bi7a9qbDhVieIanVuuyeCeiIiIiIiIGmoyyF++fLnkSen81Y8FtXj3hBqfn62Cxh1z8sHgnoiIiIiIiKxrMsg3ZK4n+9RqRUz+vghfnq+B1sHAXiYADyU1w5Mdo3BHfCg7V4iIiIiIiMghzJLnJlertdhwqhKLj5Wh1sEZ+deFChibHIknUiPRpjnfEiIiIiIiInIOI0oX9dt5BT8VaZ16bbvrFHiyYyRGtYtAVIjMzSUjIiIiIiKiYMMg3wWDvsp3KsC/r3UYpnWMQr/WYZBxSj4RERERERG5CYN8F+zLd2wbvEkpkZiSGokOyhAPlYiIiIiIiIiCGYN8L3mucyQW3K6UuhhEREREREQUwLgQ3Av6xisY4BMREREREZHHcSTfg8LkwPNdojA7rYXURSEiIiIiIqIgwCDfQ+Z2Y3BPRERERERE3iWoVCpR6kIQERERERERkeu4Jp+IiIiIiIgoQDDIJyIiIiIiIgoQDPKJiIiIiIiIAgSDfCIiIiIiIqIAwSCfiIiIiIiIKEAwyPdzGzZswMCBA5GUlASlUolz5841OkelUmHKlClISkpCUlISpkyZApVKZXbO8ePH8eCDDyIhIQGpqanIysqCKPrnxgtr1qxBly5dEB8fj7vvvhsHDx6UukhuceDAAYwaNQqpqalQKpXYtGmT2fOiKCIzMxMpKSlISEjAQw89hJMnT5qdY89ngYiIiIiI/BeDfD9XWVmJfv36Yc6cOVbPmTx5MnJycrB9+3Zs374dOTk5mDp1qvH5srIyDBkyBHFxcdizZw8WLVqEd955B8uXL/fGLbjVjh07MGfOHPzlL3/BDz/8gJ49e2L48OG4cOGC1EVzWUVFBTp27IhFixYhPDy80fNvvfUWVqxYgaysLOzZswexsbEYMmQIysvLjec09VkgIiIiIiL/JqhUKv8criUzR48exb333ouff/4Zbdq0MR4/deoUevXqhd27d6N3794AgEOHDiE9PR0//vgjkpOTsXbtWixYsAC//fabMXhcsmQJ1q1bhxMnTkAQBEnuyRn33XcfOnXqhLffftt47LbbbsPDDz+M+fPnS1gy92rdujUWL16MMWPGANCP4qekpOCJJ57ArFmzAABVVVVITk7GwoULMWHCBLs+C0RERERE5N84kh/gsrOzERUVhV69ehmP9e7dG5GRkThy5IjxnD59+piNDt933324fPmyxen/vqq2thbHjh1Dv379zI7369fPeK+B6ty5c8jPzze79/DwcNxxxx1m73NTnwUiIiIiIvJvDPIDXEFBAaKjo81G4wVBQExMDAoKCoznxMbGmr3O8Nhwjj8oKiqCVqu1eC/+dB/OyM/PBwCb927PZ4GIiIiIiPwbg3wf9Oqrr0KpVNr8t2/fPqmLSURERERERD5GIXUBqLFp06ZhxIgRNs+58cYb7bpWXFwcioqKIIqicQRXFEVcvXoVcXFxxnMKCwvNXmd4bDjHH0RHR0Mul1u8F3+6D2fEx8cD0N9rYmKi8bjpvdvzWSAiIiIiIv/GkXwfFB0djfbt29v8FxERYde1evbsCbVajezsbOOx7OxsVFRUGNdm9+zZE4cOHUJ1dbXxnL179+KGG24wS+Ln60JDQ5GWloa9e/eaHd+7d6/ZOvRA1KZNG8THx5vde3V1NQ4dOmT2Pjf1WSAiIiIiIv/GIN/P5efnIycnB6dPnwagz6afk5ODkpISAECHDh3Qv39/zJw5E9nZ2cjOzsbMmTPxwAMPGLOpDxs2DOHh4Zg+fTpOnDiBnTt34s0338T06dP9KrM+AMyYMQObN2/GBx98gFOnTmH27Nm4cuUKJkyYIHXRXKZWq5GTk4OcnBzodDpcvHgROTk5uHDhAgRBwLRp0/DWW29h586dOHHiBKZPn47IyEgMGzYMgH2fBSIiIiIi8m/cQs/PZWZmIisrq9HxFStWGLdXU6lUyMjIwNdffw0ASE9Px+LFi6FUKo3nHz9+HLNmzcJPP/0EpVKJCRMmYPbs2X4X5APAmjVr8NZbbyE/Px+pqan4+9//jjvvvFPqYrls3759GDRoUKPjjz32GFatWgVRFLFo0SJs2LABKpUK3bt3x9KlS9GxY0fjufZ8FoiIiIiIyH8xyCciIiIiIiIKEJyuT0RERERERBQgGOQTERERERERBQgG+UREREREREQBgkE+ERERERERUYBgkE9EREREREQUIBjkExEREREREQUIBvnkMZs2bYJSqcS5c+ekLgoyMzO9uhf8Qw89hIceeshr34+IiIiIiAhgkE9BbM2aNdi0aZPUxSAiIiIiInIbBvkUFF544QVcuXLF7NjatWuxefNmiUpERERERETkfgqpC0DkDQqFAgoFP+5ERERERBTYOJJPXvX555/jnnvuQUJCAtq2bYtJkybhwoULZudMmzYN8fHxuHTpEkaPHo3WrVvjlltuwUsvvQStVmt2bnFxMaZMmYLExEQkJSXhySefRE5ODpRKpdlU/IZr8jt37oyTJ0/iwIEDUCqVUCqV6Ny5MwDruQT27dsHpVKJffv2mR3fsGED0tLSkJCQgH79+uHgwYMW772mpgaLFi3Cbbfdhri4OKSmpmLu3LmorKx0+OdIRERERERkCYc2yWu2bt2KqVOnIi0tDfPmzUNRURFWr16Nw4cP44cffkB0dLTxXJ1Oh2HDhuG2227DwoUL8d1332H58uXGjgHDOaNGjcJ//vMfTJo0Ce3bt8fXX3+NadOmNVmWzMxMzJ49G5GRkfjLX/4CAIiMjHT4nj744AM899xz6NWrF5588klcuHABo0ePhlKpROvWrY3niaKIxx9/HAcOHMDYsWORkpKCU6dOYe3atfj111+xY8cOCILg8PcnIiIiIiIyxSCfvKKurg5/+9vf0KFDB3z99dcIDw8HANxzzz0YNGgQli1bhldffdXs/IcffhizZ88GAEycOBF/+tOf8OGHHxqD/C+++ALZ2dlYuHAhnn76aQDApEmT8MgjjzRZnoEDB+K1117D9ddfj5EjRzp9TwsXLkTnzp2xa9cuhIaGAgBSUlLw9NNPmwX527dvx7///W/s2rULd911l/F4t27dMGXKFOzduxf9+vVzqhxEREREREQGnK5PXnH06FEUFBRg4sSJxgAfAPr27Yu0tDR88803jV4zbtw4s8d9+vTB2bNnjY+//fZbyOVyTJgwwXhMJpNh8uTJ7r8BC44ePYrCwkKMGzfOGOADwGOPPYYWLVqYnfvpp5+iXbt2SE1NRVFRkfHfnXfeCUEQGi0BICIiIiIicgZH8skrDOvuk5OTGz3Xvn177Ny50+xYSEgIEhISzI4plUqoVCqza8bFxSEqKsrsvJtvvtlNpbbNcE+33HKL2XGFQoE2bdqYHfv999+Rm5vb6FyDwsJCzxSSiIiIiIiCCoN88kkymXSTTKytjdfpdE5fU6fTISUlBYsWLbL4fMMODSIiIiIiImcwyCevSExMBADk5uY2Wnuem5uLpKQkp675/fffQ61Wm43mnzlzxq7XWwvmDVn4S0tLzY6fP3++0fcH9KP09957r/G4RqPBuXPncOuttxqPtW3bFseOHcPdd9/NBHtEREREROQxXJNPXtGtWzfExcVhw4YNqK6uNh4/ePAgjh49igceeMDha/br1w9arRbr1683HtPpdFizZo1dr4+IiDCb/m/Qtm1bY9kMtFotNm7caHZet27dEBMTg40bN6K2ttZ4fMuWLY06CIYMGYKCggKsXbu20ferqalBeXm5XWUmIiIiIiKyhSP55BUhISF45ZVX8OSTTyI9PR0jRowwbqHXqlUrPPfccw5fc+DAgejevTvmz5+P8+fPG7fQKykpAWB9pN6gW7duWLNmDRYtWoR27dohMjIS6enpSE1NRY8ePfDKK6+gpKQELVu2xI4dO6DRaBrd00svvYTnnnsOgwYNwtChQ3H+/Hls2rQJN910k9m5I0eOxOeff45Zs2bhwIED6N27N0RRxOnTp/Hpp59iw4YN6Nu3r8M/AyIiIiIiIlMM8slrRo0ahfDwcCxbtgwLFixAeHg4/vznP2PBggWIjo52+HpyuRwff/wx5syZg3/84x8QBAEDBw5ERkYGBgwYgGbNmtl8fUZGBi5evIiVK1eirKwMiYmJSE9PBwC8//77eO655/Dmm2+iRYsW+L//+z/07du30fZ848ePh1arxdtvv4158+ahY8eO2Lx5M1577TWz82QyGT766COsWrUKW7ZswVdffYVmzZrhpptuwqRJk8ym9hMRERERETlLUKlUotSFIHKnL774Ao8//jh2796N3r17S10cIiIiIiIir+GafPJrVVVVZo+1Wi3ee+89XHfddejatatEpSIiIiIiIpIGp+uTX8vIyEB1dTV69OiBmpoafPHFFzhy5AjmzZuH8PBwqYtHRERERETkVZyuT35t27ZtWL58Of744w9UV1fj5ptvxsSJEzFlyhSpi0ZEREREROR1DPKJiIiIiIiIAgTX5BMREREREREFCAb5RERERERERAGCQT4RERERERFRgGCQT0RERERERBQgGOQTERERERERBQgG+UREREREREQB4v8B1hoJETjcyN4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1080x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 进行回归拟合查看\n",
    "plt.figure(1 , figsize = (15 , 7))\n",
    "n = 0 \n",
    "for x in ['latitude' , 'longitude']:\n",
    "    for y in ['latitude' , 'longitude']:\n",
    "        n += 1\n",
    "        plt.subplot(3 , 3 , n)\n",
    "        plt.subplots_adjust(hspace = 0.5 , wspace = 0.5)\n",
    "        sns.regplot(x = x , y = y , data = df)\n",
    "        plt.ylabel(y.split()[0]+' '+y.split()[1] if len(y.split()) > 1 else y )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据分布\n",
    "plt.figure(1 , figsize = (15 , 6))\n",
    "# for location in ['latitude' , 'longitude']:\n",
    "plt.scatter(x = 'latitude' , y = 'longitude' , data = df ,\n",
    "                s = 80 , alpha = 0.5 )\n",
    "plt.xlabel('latitude' ), plt.ylabel('longitude') \n",
    "plt.title('Latitude and longitude distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 寻找最佳聚类中心个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 进行k-means聚类\n",
    "X1 = df[['latitude' , 'longitude']].iloc[: , :].values\n",
    "inertia = []\n",
    "for n in range(1 , 11):\n",
    "    algorithm = (KMeans(n_clusters = n ,init='k-means++', n_init = 10 ,max_iter=300, \n",
    "                        tol=0.0001,  random_state= 111  , algorithm='elkan') )\n",
    "    algorithm.fit(X1)\n",
    "    inertia.append(algorithm.inertia_) # .inertia_是一种聚类评估指标，这个评价参数表示的是簇中某一点到簇中心点距离的和，"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 随着聚类中心个数变化聚类效果的变化\n",
    "plt.figure(1 , figsize = (15 ,6))\n",
    "plt.plot(np.arange(1 , 11) , inertia , 'o')\n",
    "plt.plot(np.arange(1 , 11) , inertia , '-' , alpha = 0.5)\n",
    "plt.xlabel('Number of Clusters') , plt.ylabel('Inertia')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 确定为4最佳，生成k-means对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "algorithm = (KMeans(n_clusters = 4 ,init='k-means++', n_init = 10 ,max_iter=300, \n",
    "                        tol=0.0001,  random_state= 111  , algorithm='elkan') )\n",
    "algorithm.fit(X1)\n",
    "labels1 = algorithm.labels_\n",
    "centroids1 = algorithm.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = 0.02\n",
    "x_min, x_max = X1[:, 0].min() - 1, X1[:, 0].max() + 1\n",
    "y_min, y_max = X1[:, 1].min() - 1, X1[:, 1].max() + 1\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
    "Z = algorithm.predict(np.c_[xx.ravel(), yy.ravel()])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 生成随机直线进行测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def hash_function(nbits=8,d=2):\n",
    "    plane_norms_groups = np.empty([nbits,d])\n",
    "    plane_norms_groups = np.random.rand(nbits,d) - .5\n",
    "    return plane_norms_groups,nbits\n",
    "test = hash_function()\n",
    "for i in test[0]:\n",
    "    plt.axline((0, 0), i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘制聚类中心图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1 , figsize = (15 , 7) )\n",
    "plt.clf()\n",
    "Z = Z.reshape(xx.shape)\n",
    "# Z聚类对象，extent边界框架，aspect用于控制轴的纵横比。\n",
    "plt.imshow(Z , interpolation='nearest', \n",
    "           extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n",
    "           cmap = plt.cm.Pastel2, aspect = 'auto', origin='lower')\n",
    "           \n",
    "plt.scatter( x = 'latitude' ,y ='longitude' , data = df , c = labels1 , \n",
    "            s = 200 )\n",
    "plt.scatter(x = centroids1[: , 0] , y =  centroids1[: , 1] , s = 300 , c = 'red' , alpha = 0.5)\n",
    "\n",
    "plt.ylabel('latitude') , plt.xlabel('longitude')\n",
    "plt.savefig('../GIS_LSH_VE_CF/picture/k-means.jpg',dpi=500)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1 , figsize = (15 , 7) )\n",
    "plt.clf()\n",
    "Z = Z.reshape(xx.shape)\n",
    "import numpy as np \n",
    "def hash_function(nbits=8,d=2):\n",
    "    plane_norms_groups = np.empty([nbits,d])\n",
    "    plane_norms_groups = np.random.rand(nbits,d) - .5\n",
    "    return plane_norms_groups,nbits\n",
    "test = hash_function()\n",
    "for i in test[0]:\n",
    "    plt.axline((0, 0), i)\n",
    "plt.imshow(Z , interpolation='nearest', \n",
    "           extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n",
    "           cmap = plt.cm.Pastel2, aspect = 'auto', origin='lower')\n",
    "\n",
    "plt.scatter( x = 'latitude' ,y ='longitude' , data = df , c = labels1 , \n",
    "            s = 200 )\n",
    "plt.scatter(x = centroids1[: , 0] , y =  centroids1[: , 1] , s = 300 , c = 'red' , alpha = 0.5)\n",
    "plt.ylabel('latitude') , plt.xlabel('longitude')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 根据聚类中心设置直线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  36.570798  , -104.02609941],\n",
       "       [  41.95403431,  -39.82988936],\n",
       "       [  27.65408229,   66.15650303]])"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cl = algorithm.cluster_centers_\n",
    "id = cl[:,1].argsort()\n",
    "row,col = cl.shape\n",
    "mid = np.zeros((row-1,col)) \n",
    "for i in range(3): # 根据聚类中心点个数，返回中心直线\n",
    "    mid[i,:] = (cl[id[i],:]+cl[id[i+1],:])/2\n",
    "mid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1 , figsize = (15 , 7) )\n",
    "plt.clf()\n",
    "Z = Z.reshape(xx.shape)\n",
    "for i in mid:\n",
    "    plt.axline((0, 0), i)\n",
    "plt.imshow(Z , interpolation='nearest', \n",
    "           extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n",
    "           cmap = plt.cm.Pastel2, aspect = 'auto', origin='lower')\n",
    "\n",
    "plt.scatter( x = 'latitude' ,y ='longitude' , data = df , c = labels1 , \n",
    "            s = 200 )\n",
    "plt.scatter(x = centroids1[: , 0] , y =  centroids1[: , 1] , s = 300 , c = 'red' , alpha = 0.5)\n",
    "plt.ylabel('latitude') , plt.xlabel('longitude')\n",
    "plt.show()"
   ]
  }
 ],
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